Here's what I've learned over the years from nc.com. You need to check the ingredients in the products you're using. I'm pretty sure they've got a lot of humectants in them, and are thus freaking out in the humidity. You want ANTI humectants, or emollients.
Here's more explanation about humectants, emollients, etc.
If that doesn't make sense, here's more clarification..